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Analysis of individuality in subjective similarity among music songs

Research Project

Project/Area Number 25540168
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Entertainment and game informatics 1
Research InstitutionNagoya University

Principal Investigator

TAKEDA Kazuya  名古屋大学, 情報科学研究科, 教授 (20273295)

Research Collaborator KAWABUCHI Shota  名古屋大学, 大学院情報科学研究科
Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords主観的類似度 / 回答行列 / 感性情報 / 音楽情報処理 / 選考行列 / 多次元尺度解析 / 数量化理論 / 線形判別モデル / 音楽推薦
Outline of Final Research Achievements

We conducted data collection for individuality analysis of subjective music similarity. 27 subjects evaluated similarity for 200 pairs chosen from RWC popular music database, a widely used database in the field of music information processing. Each subject also evaluated similarity for melody, tempo/rhythm, vocals and instruments for the pairs. By analyzing collected data, it is suggested that decision boundaries between similar and dissimilar pairs vary widely between individuals. Using the collected data, we trained optimized distance function between songs (weighted Euclidean distance) for each individual. In the result, training of distance function improved similarity estimation precision for vocals. From this fact, the effect of individual optimization using weighted Euclidean distance was confirmed.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (4 results)

All 2015 2014 2013

All Presentation (4 results)

  • [Presentation] 楽曲構成の違いに着目したアレンジ曲検索性能の評価2015

    • Author(s)
      森田一輝, 宮島千代美, 武田一哉
    • Organizer
      2015年電子情報通信学会総合大会
    • Place of Presentation
      愛知県, 名古屋市, 中京大学
    • Year and Date
      2015-03-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] 原曲の部分区間を用いたアレンジ曲検索2014

    • Author(s)
      森田一輝, 川渕翔太, 宮島千代美, 北岡教英, 武田一哉
    • Organizer
      日本音響学会2014年秋季研究発表会
    • Place of Presentation
      北海道, 札幌市, 北海学園大学
    • Year and Date
      2014-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Modeling subjective evaluation of music similarity using tolerance2013

    • Author(s)
      hota Kawabuchi, Chiyomi Miyajima, Norihide Kitaoka, Kazuya Takeda
    • Organizer
      European Signal Processing Conference
    • Place of Presentation
      Marrakech, Morocco
    • Related Report
      2013 Research-status Report
  • [Presentation] 楽曲間主観的類似判定における個人性分析手法の検討2013

    • Author(s)
      川渕将太, 宮島千代美, 北岡教英, 武田一哉
    • Organizer
      日本音響学会 2013 年秋季研究発表会
    • Place of Presentation
      豊橋技科大
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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